Dataset statistics
| Number of variables | 47 |
|---|---|
| Number of observations | 59477 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 9.0 MiB |
| Average record size in memory | 159.0 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 1 |
| Boolean | 31 |
rent_approval_date is highly overall correlated with monthly_rent and 2 other fields | High correlation |
floor_area_sqm is highly overall correlated with flat_type_model and 1 other fields | High correlation |
lease_commence_date is highly overall correlated with region_central region | High correlation |
latitude is highly overall correlated with town_importance and 12 other fields | High correlation |
longitude is highly overall correlated with region_east region and 10 other fields | High correlation |
monthly_rent is highly overall correlated with rent_approval_date and 1 other fields | High correlation |
distance_to_nearest_existing_mrt is highly overall correlated with town_marine parade | High correlation |
distance_to_nearest_planned_mrt is highly overall correlated with region_central region and 5 other fields | High correlation |
coe_price_indicator is highly overall correlated with rent_approval_date and 2 other fields | High correlation |
stock_price is highly overall correlated with rent_approval_date and 1 other fields | High correlation |
town_importance is highly overall correlated with latitude and 5 other fields | High correlation |
town_centrality_page_rank is highly overall correlated with region_central region and 19 other fields | High correlation |
flat_type_model is highly overall correlated with floor_area_sqm and 1 other fields | High correlation |
flat_type is highly overall correlated with floor_area_sqm and 1 other fields | High correlation |
region_central region is highly overall correlated with lease_commence_date and 4 other fields | High correlation |
region_east region is highly overall correlated with longitude and 3 other fields | High correlation |
region_north region is highly overall correlated with latitude and 6 other fields | High correlation |
region_north-east region is highly overall correlated with latitude and 2 other fields | High correlation |
region_west region is highly overall correlated with longitude and 2 other fields | High correlation |
town_ang mo kio is highly overall correlated with latitude and 1 other fields | High correlation |
town_bedok is highly overall correlated with longitude and 2 other fields | High correlation |
town_bukit batok is highly overall correlated with longitude and 1 other fields | High correlation |
town_bukit merah is highly overall correlated with latitude and 1 other fields | High correlation |
town_central is highly overall correlated with town_importance | High correlation |
town_choa chu kang is highly overall correlated with town_centrality_page_rank | High correlation |
town_clementi is highly overall correlated with town_centrality_page_rank | High correlation |
town_geylang is highly overall correlated with town_centrality_page_rank | High correlation |
town_hougang is highly overall correlated with town_centrality_page_rank | High correlation |
town_jurong west is highly overall correlated with longitude and 2 other fields | High correlation |
town_kallang/whampoa is highly overall correlated with town_importance and 1 other fields | High correlation |
town_marine parade is highly overall correlated with distance_to_nearest_existing_mrt | High correlation |
town_punggol is highly overall correlated with latitude | High correlation |
town_queenstown is highly overall correlated with latitude and 1 other fields | High correlation |
town_sembawang is highly overall correlated with latitude and 1 other fields | High correlation |
town_sengkang is highly overall correlated with latitude and 2 other fields | High correlation |
town_tampines is highly overall correlated with latitude and 4 other fields | High correlation |
town_toa payoh is highly overall correlated with distance_to_nearest_planned_mrt and 1 other fields | High correlation |
town_woodlands is highly overall correlated with latitude and 4 other fields | High correlation |
town_yishun is highly overall correlated with latitude and 3 other fields | High correlation |
town_ang mo kio is highly imbalanced (68.0%) | Imbalance |
town_bedok is highly imbalanced (67.0%) | Imbalance |
town_bishan is highly imbalanced (83.7%) | Imbalance |
town_bukit batok is highly imbalanced (77.0%) | Imbalance |
town_bukit merah is highly imbalanced (70.4%) | Imbalance |
town_bukit panjang is highly imbalanced (82.1%) | Imbalance |
town_bukit timah is highly imbalanced (98.9%) | Imbalance |
town_central is highly imbalanced (91.9%) | Imbalance |
town_choa chu kang is highly imbalanced (77.9%) | Imbalance |
town_clementi is highly imbalanced (76.9%) | Imbalance |
town_geylang is highly imbalanced (81.3%) | Imbalance |
town_hougang is highly imbalanced (72.3%) | Imbalance |
town_jurong east is highly imbalanced (81.3%) | Imbalance |
town_jurong west is highly imbalanced (62.0%) | Imbalance |
town_kallang/whampoa is highly imbalanced (80.2%) | Imbalance |
town_marine parade is highly imbalanced (91.9%) | Imbalance |
town_pasir ris is highly imbalanced (81.2%) | Imbalance |
town_punggol is highly imbalanced (73.5%) | Imbalance |
town_queenstown is highly imbalanced (78.8%) | Imbalance |
town_sembawang is highly imbalanced (83.6%) | Imbalance |
town_sengkang is highly imbalanced (64.6%) | Imbalance |
town_serangoon is highly imbalanced (84.9%) | Imbalance |
town_tampines is highly imbalanced (63.4%) | Imbalance |
town_toa payoh is highly imbalanced (75.9%) | Imbalance |
town_woodlands is highly imbalanced (71.0%) | Imbalance |
town_yishun is highly imbalanced (68.7%) | Imbalance |
rent_approval_date has 2046 (3.4%) zeros | Zeros |
coe_price_indicator has 2415 (4.1%) zeros | Zeros |
stock_price has 1695 (2.8%) zeros | Zeros |
town_importance has 3348 (5.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-07 05:59:26.073320 |
|---|---|
| Analysis finished | 2023-11-07 06:00:55.492417 |
| Duration | 1 minute and 29.42 seconds |
| Software version | ydata-profiling vv4.6.1 |
| Download configuration | config.json |
rent_approval_date
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.48723171 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 2046 |
| Zeros (%) | 3.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.03402854 |
| Q1 | 0.23271131 |
| median | 0.46542261 |
| Q3 | 0.76728869 |
| 95-th percentile | 0.96706915 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.53457739 |
Descriptive statistics
| Standard deviation | 0.30372927 |
|---|---|
| Coefficient of variation (CV) | 0.62337747 |
| Kurtosis | -1.2426535 |
| Mean | 0.48723171 |
| Median Absolute Deviation (MAD) | 0.26673985 |
| Skewness | 0.084859724 |
| Sum | 28979.08 |
| Variance | 0.092251468 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.06476399561 | 2415 | 4.1% |
| 0.1317233809 | 2281 | 3.8% |
| 0.165751921 | 2143 | 3.6% |
| 0.4654226125 | 2126 | 3.6% |
| 0.8660812294 | 2089 | 3.5% |
| 0.4006586169 | 2082 | 3.5% |
| 0.1986827662 | 2072 | 3.5% |
| 0 | 2046 | 3.4% |
| 0.2996706915 | 2036 | 3.4% |
| 1 | 2025 | 3.4% |
| Other values (21) | 38162 |
| Value | Count | Frequency (%) |
| 0 | 2046 | |
| 0.03402854007 | 1765 | |
| 0.06476399561 | 2415 | |
| 0.09879253568 | 1952 | |
| 0.1317233809 | 2281 | |
| 0.165751921 | 2143 | |
| 0.1986827662 | 2072 | |
| 0.2327113063 | 2015 | |
| 0.2667398463 | 1978 | |
| 0.2996706915 | 2036 |
| Value | Count | Frequency (%) |
| 1 | 2025 | |
| 0.9670691548 | 1923 | |
| 0.9330406147 | 1943 | |
| 0.9001097695 | 1986 | |
| 0.8660812294 | 2089 | |
| 0.8353457739 | 1927 | |
| 0.8013172338 | 1714 | |
| 0.7672886937 | 1736 | |
| 0.7343578485 | 1636 | |
| 0.7003293085 | 1695 |
flat_type
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 464.8 KiB |
| 0.5 | |
|---|---|
| 0.25 | |
| 0.75 | |
| 1.0 | |
| 0.0 | 922 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.5598635 |
| Min length | 3 |
Characters and Unicode
| Total characters | 211730 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.25 |
|---|---|
| 2nd row | 0.5 |
| 3rd row | 0.25 |
| 4th row | 1.0 |
| 5th row | 0.25 |
Common Values
| Value | Count | Frequency (%) |
| 0.5 | 21737 | |
| 0.25 | 18618 | |
| 0.75 | 14681 | |
| 1.0 | 3519 | 5.9% |
| 0.0 | 922 | 1.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.5 | 21737 | |
| 0.25 | 18618 | |
| 0.75 | 14681 | |
| 1.0 | 3519 | 5.9% |
| 0.0 | 922 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 60399 | |
| . | 59477 | |
| 5 | 55036 | |
| 2 | 18618 | 8.8% |
| 7 | 14681 | 6.9% |
| 1 | 3519 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 152253 | |
| Other Punctuation | 59477 | 28.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 60399 | |
| 5 | 55036 | |
| 2 | 18618 | 12.2% |
| 7 | 14681 | 9.6% |
| 1 | 3519 | 2.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 59477 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 211730 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 60399 | |
| . | 59477 | |
| 5 | 55036 | |
| 2 | 18618 | 8.8% |
| 7 | 14681 | 6.9% |
| 1 | 3519 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 211730 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 60399 | |
| . | 59477 | |
| 5 | 55036 | |
| 2 | 18618 | 8.8% |
| 7 | 14681 | 6.9% |
| 1 | 3519 | 1.7% |
floor_area_sqm
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 146 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.33468831 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 8 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.14364641 |
| Q1 | 0.21546961 |
| median | 0.32596685 |
| Q3 | 0.4198895 |
| 95-th percentile | 0.56353591 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.20441989 |
Descriptive statistics
| Standard deviation | 0.1330967 |
|---|---|
| Coefficient of variation (CV) | 0.39767359 |
| Kurtosis | -0.53513167 |
| Mean | 0.33468831 |
| Median Absolute Deviation (MAD) | 0.10497238 |
| Skewness | 0.2339137 |
| Sum | 19906.257 |
| Variance | 0.017714733 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.182320442 | 4755 | 8.0% |
| 0.4198895028 | 3847 | 6.5% |
| 0.1878453039 | 2526 | 4.2% |
| 0.3867403315 | 2337 | 3.9% |
| 0.320441989 | 2025 | 3.4% |
| 0.3259668508 | 1852 | 3.1% |
| 0.3093922652 | 1839 | 3.1% |
| 0.3149171271 | 1767 | 3.0% |
| 0.1712707182 | 1720 | 2.9% |
| 0.4806629834 | 1664 | 2.8% |
| Other values (136) | 35145 |
| Value | Count | Frequency (%) |
| 0 | 8 | < 0.1% |
| 0.01657458564 | 9 | < 0.1% |
| 0.02209944751 | 43 | 0.1% |
| 0.03314917127 | 19 | < 0.1% |
| 0.04419889503 | 29 | < 0.1% |
| 0.04972375691 | 56 | 0.1% |
| 0.05524861878 | 95 | 0.2% |
| 0.06077348066 | 113 | 0.2% |
| 0.06629834254 | 127 | 0.2% |
| 0.07182320442 | 325 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 0.8729281768 | 5 | < 0.1% |
| 0.8563535912 | 12 | |
| 0.8397790055 | 4 | < 0.1% |
| 0.817679558 | 2 | < 0.1% |
| 0.8121546961 | 10 | |
| 0.8066298343 | 1 | < 0.1% |
| 0.8011049724 | 2 | < 0.1% |
| 0.7900552486 | 14 | |
| 0.7845303867 | 11 |
lease_commence_date
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 54 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4701808 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.13207547 |
| Q1 | 0.28301887 |
| median | 0.41509434 |
| Q3 | 0.64150943 |
| 95-th percentile | 0.90566038 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.35849057 |
Descriptive statistics
| Standard deviation | 0.22883003 |
|---|---|
| Coefficient of variation (CV) | 0.48668518 |
| Kurtosis | -0.70173667 |
| Mean | 0.4701808 |
| Median Absolute Deviation (MAD) | 0.16981132 |
| Skewness | 0.29621931 |
| Sum | 27964.943 |
| Variance | 0.052363181 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.358490566 | 4127 | 6.9% |
| 0.3396226415 | 3266 | 5.5% |
| 0.2264150943 | 2587 | 4.3% |
| 0.6603773585 | 2410 | 4.1% |
| 0.4150943396 | 2385 | 4.0% |
| 0.6981132075 | 2252 | 3.8% |
| 0.3962264151 | 2004 | 3.4% |
| 0.2452830189 | 1971 | 3.3% |
| 0.5849056604 | 1915 | 3.2% |
| 0.2641509434 | 1886 | 3.2% |
| Other values (44) | 34674 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.01886792453 | 513 | |
| 0.03773584906 | 87 | 0.1% |
| 0.05660377358 | 424 | 0.7% |
| 0.07547169811 | 834 | |
| 0.09433962264 | 440 | |
| 0.1132075472 | 401 | 0.7% |
| 0.1320754717 | 566 | |
| 0.1509433962 | 620 | |
| 0.1698113208 | 1069 |
| Value | Count | Frequency (%) |
| 1 | 136 | 0.2% |
| 0.9811320755 | 450 | |
| 0.9622641509 | 443 | |
| 0.9433962264 | 623 | |
| 0.9245283019 | 921 | |
| 0.9056603774 | 496 | |
| 0.8867924528 | 747 | |
| 0.8679245283 | 718 | |
| 0.8490566038 | 396 | |
| 0.8301886792 | 201 | 0.3% |
latitude
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 8612 |
|---|---|
| Distinct (%) | 14.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3595736 |
| Minimum | 1.2703795 |
|---|---|
| Maximum | 1.4570712 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 1.2703795 |
|---|---|
| 5-th percentile | 1.2883811 |
| Q1 | 1.3310669 |
| median | 1.3542213 |
| Q3 | 1.3870447 |
| 95-th percentile | 1.4384798 |
| Maximum | 1.4570712 |
| Range | 0.1866917 |
| Interquartile range (IQR) | 0.055977792 |
Descriptive statistics
| Standard deviation | 0.042468205 |
|---|---|
| Coefficient of variation (CV) | 0.031236414 |
| Kurtosis | -0.42968472 |
| Mean | 1.3595736 |
| Median Absolute Deviation (MAD) | 0.027323797 |
| Skewness | 0.24017567 |
| Sum | 80863.361 |
| Variance | 0.0018035484 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.309360395 | 56 | 0.1% |
| 1.309053945 | 52 | 0.1% |
| 1.320501696 | 44 | 0.1% |
| 1.303787444 | 43 | 0.1% |
| 1.330293034 | 43 | 0.1% |
| 1.345057736 | 43 | 0.1% |
| 1.340472872 | 41 | 0.1% |
| 1.332242149 | 39 | 0.1% |
| 1.334727136 | 38 | 0.1% |
| 1.294801401 | 38 | 0.1% |
| Other values (8602) | 59040 |
| Value | Count | Frequency (%) |
| 1.270379512 | 16 | |
| 1.270918709 | 19 | |
| 1.271408833 | 27 | |
| 1.271462566 | 8 | < 0.1% |
| 1.271690611 | 2 | < 0.1% |
| 1.271747245 | 4 | < 0.1% |
| 1.271757071 | 32 | |
| 1.27176738 | 13 | |
| 1.272044271 | 8 | < 0.1% |
| 1.272085585 | 14 |
| Value | Count | Frequency (%) |
| 1.457071216 | 15 | |
| 1.456546013 | 10 | |
| 1.456474318 | 4 | < 0.1% |
| 1.456424863 | 15 | |
| 1.456235091 | 3 | < 0.1% |
| 1.456112789 | 12 | |
| 1.456053408 | 12 | |
| 1.456027402 | 7 | |
| 1.45599869 | 3 | < 0.1% |
| 1.455952918 | 6 | < 0.1% |
longitude
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 8612 |
|---|---|
| Distinct (%) | 14.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103.8401 |
| Minimum | 103.68523 |
|---|---|
| Maximum | 103.96492 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 103.68523 |
|---|---|
| 5-th percentile | 103.71515 |
| Q1 | 103.77862 |
| median | 103.84538 |
| Q3 | 103.89751 |
| 95-th percentile | 103.94982 |
| Maximum | 103.96492 |
| Range | 0.27968701 |
| Interquartile range (IQR) | 0.11889133 |
Descriptive statistics
| Standard deviation | 0.071707028 |
|---|---|
| Coefficient of variation (CV) | 0.00069055239 |
| Kurtosis | -0.9134692 |
| Mean | 103.8401 |
| Median Absolute Deviation (MAD) | 0.055112188 |
| Skewness | -0.23069241 |
| Sum | 6176097.5 |
| Variance | 0.0051418978 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 103.7932051 | 56 | 0.1% |
| 103.7940631 | 52 | 0.1% |
| 103.8633413 | 44 | 0.1% |
| 103.8003853 | 43 | 0.1% |
| 103.8591658 | 43 | 0.1% |
| 103.7106998 | 43 | 0.1% |
| 103.8461425 | 41 | 0.1% |
| 103.8456431 | 39 | 0.1% |
| 103.849823 | 38 | 0.1% |
| 103.8544675 | 38 | 0.1% |
| Other values (8602) | 59040 |
| Value | Count | Frequency (%) |
| 103.6852284 | 8 | |
| 103.6852343 | 1 | < 0.1% |
| 103.6859308 | 8 | |
| 103.6859367 | 8 | |
| 103.6860611 | 6 | |
| 103.6862886 | 11 | |
| 103.6863745 | 12 | |
| 103.6864521 | 5 | |
| 103.6866098 | 8 | |
| 103.6868369 | 5 |
| Value | Count | Frequency (%) |
| 103.9649154 | 2 | < 0.1% |
| 103.9647218 | 5 | |
| 103.9643986 | 3 | |
| 103.9642038 | 5 | |
| 103.9641132 | 4 | |
| 103.9639632 | 1 | < 0.1% |
| 103.9638826 | 3 | |
| 103.9638194 | 3 | |
| 103.9637505 | 3 | |
| 103.963727 | 5 |
monthly_rent
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 113 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2591.5127 |
| Minimum | 300 |
|---|---|
| Maximum | 6950 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 300 |
|---|---|
| 5-th percentile | 1700 |
| Q1 | 2100 |
| median | 2400 |
| Q3 | 3050 |
| 95-th percentile | 4000 |
| Maximum | 6950 |
| Range | 6650 |
| Interquartile range (IQR) | 950 |
Descriptive statistics
| Standard deviation | 715.199 |
|---|---|
| Coefficient of variation (CV) | 0.27597743 |
| Kurtosis | 0.81281886 |
| Mean | 2591.5127 |
| Median Absolute Deviation (MAD) | 450 |
| Skewness | 0.86020229 |
| Sum | 1.541354 × 108 |
| Variance | 511509.61 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2100 | 5076 | 8.5% |
| 2600 | 3532 | 5.9% |
| 2300 | 3525 | 5.9% |
| 1900 | 3304 | 5.6% |
| 2400 | 2980 | 5.0% |
| 2200 | 2858 | 4.8% |
| 3150 | 2839 | 4.8% |
| 2500 | 2806 | 4.7% |
| 2950 | 2412 | 4.1% |
| 2000 | 2407 | 4.0% |
| Other values (103) | 27738 |
| Value | Count | Frequency (%) |
| 300 | 1 | < 0.1% |
| 400 | 5 | < 0.1% |
| 450 | 2 | < 0.1% |
| 500 | 11 | < 0.1% |
| 650 | 17 | |
| 700 | 1 | < 0.1% |
| 750 | 13 | < 0.1% |
| 800 | 12 | < 0.1% |
| 850 | 35 | |
| 900 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 6950 | 1 | < 0.1% |
| 6500 | 3 | < 0.1% |
| 6450 | 1 | < 0.1% |
| 6400 | 1 | < 0.1% |
| 6300 | 12 | |
| 6200 | 2 | < 0.1% |
| 6100 | 3 | < 0.1% |
| 6000 | 3 | < 0.1% |
| 5900 | 2 | < 0.1% |
| 5800 | 7 |
distance_to_nearest_existing_mrt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 8612 |
|---|---|
| Distinct (%) | 14.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.27623828 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.069162697 |
| Q1 | 0.15508833 |
| median | 0.24389733 |
| Q3 | 0.3550801 |
| 95-th percentile | 0.63560245 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.19999178 |
Descriptive statistics
| Standard deviation | 0.16869085 |
|---|---|
| Coefficient of variation (CV) | 0.61067153 |
| Kurtosis | 1.5056288 |
| Mean | 0.27623828 |
| Median Absolute Deviation (MAD) | 0.09773034 |
| Skewness | 1.1824314 |
| Sum | 16429.824 |
| Variance | 0.028456604 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1764350672 | 56 | 0.1% |
| 0.1681470586 | 52 | 0.1% |
| 0.06222129278 | 44 | 0.1% |
| 0.4109542395 | 43 | 0.1% |
| 0.452720065 | 43 | 0.1% |
| 0.3474904058 | 43 | 0.1% |
| 0.01778547138 | 41 | 0.1% |
| 0.0748310835 | 39 | 0.1% |
| 0.1263190178 | 38 | 0.1% |
| 0.07819861726 | 38 | 0.1% |
| Other values (8602) | 59040 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 0.00309482685 | 1 | < 0.1% |
| 0.005210424239 | 9 | |
| 0.006044531885 | 5 | < 0.1% |
| 0.007374612226 | 17 | |
| 0.007651031452 | 10 | |
| 0.009424497684 | 12 | |
| 0.009969859288 | 12 | |
| 0.01078261702 | 10 | |
| 0.0109997424 | 9 |
| Value | Count | Frequency (%) |
| 1 | 9 | |
| 0.9984809337 | 2 | < 0.1% |
| 0.9958525934 | 6 | |
| 0.99434413 | 8 | |
| 0.9917912155 | 9 | |
| 0.9880542656 | 3 | < 0.1% |
| 0.9742745488 | 3 | < 0.1% |
| 0.9704374721 | 2 | < 0.1% |
| 0.9649275123 | 8 | |
| 0.9569431943 | 2 | < 0.1% |
distance_to_nearest_planned_mrt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 21194 |
|---|---|
| Distinct (%) | 35.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.21981207 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.029556025 |
| Q1 | 0.075149913 |
| median | 0.14343272 |
| Q3 | 0.27621909 |
| 95-th percentile | 0.72357333 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.20106918 |
Descriptive statistics
| Standard deviation | 0.21334755 |
|---|---|
| Coefficient of variation (CV) | 0.97059071 |
| Kurtosis | 2.2677201 |
| Mean | 0.21981207 |
| Median Absolute Deviation (MAD) | 0.082502822 |
| Skewness | 1.6868635 |
| Sum | 13073.762 |
| Variance | 0.045517178 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.3017745676 | 25 | < 0.1% |
| 0.2923963832 | 24 | < 0.1% |
| 0.05251718585 | 19 | < 0.1% |
| 0.2963877934 | 18 | < 0.1% |
| 0.3914362976 | 18 | < 0.1% |
| 0.4223131622 | 18 | < 0.1% |
| 0.05536902511 | 18 | < 0.1% |
| 0.04010044162 | 17 | < 0.1% |
| 0.3982235501 | 17 | < 0.1% |
| 0.09536725196 | 17 | < 0.1% |
| Other values (21184) | 59286 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 4.531662564 × 10-5 | 3 | |
| 0.0001684999856 | 3 | |
| 0.0003611277893 | 1 | < 0.1% |
| 0.0003777988442 | 1 | < 0.1% |
| 0.0004231154698 | 2 | < 0.1% |
| 0.0009069313814 | 2 | < 0.1% |
| 0.000952248007 | 5 | |
| 0.001075431367 | 3 | |
| 0.001703100963 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 4 | |
| 0.9999938671 | 4 | |
| 0.9999916109 | 3 | |
| 0.9957070364 | 2 | < 0.1% |
| 0.9957009035 | 3 | |
| 0.9956986473 | 5 | |
| 0.9950152334 | 1 | < 0.1% |
| 0.9950091005 | 4 | |
| 0.9950068443 | 1 | < 0.1% |
| 0.9906999551 | 2 | < 0.1% |
distance_to_nearest_school
Real number (ℝ)
| Distinct | 8612 |
|---|---|
| Distinct (%) | 14.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.18826401 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.04380659 |
| Q1 | 0.10071345 |
| median | 0.16704612 |
| Q3 | 0.24389124 |
| 95-th percentile | 0.40541743 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.14317779 |
Descriptive statistics
| Standard deviation | 0.12233569 |
|---|---|
| Coefficient of variation (CV) | 0.64980923 |
| Kurtosis | 4.5971131 |
| Mean | 0.18826401 |
| Median Absolute Deviation (MAD) | 0.070180424 |
| Skewness | 1.6496777 |
| Sum | 11197.379 |
| Variance | 0.014966021 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.6009077972 | 56 | 0.1% |
| 0.589286893 | 52 | 0.1% |
| 0.1123726681 | 44 | 0.1% |
| 0.2057836789 | 43 | 0.1% |
| 0.3185870443 | 43 | 0.1% |
| 0.1532218243 | 43 | 0.1% |
| 0.158675469 | 41 | 0.1% |
| 0.1879774216 | 39 | 0.1% |
| 0.1829692625 | 38 | 0.1% |
| 0.2770030468 | 38 | 0.1% |
| Other values (8602) | 59040 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 0.0002728986156 | 5 | |
| 0.0009686685211 | 1 | < 0.1% |
| 0.001543464716 | 8 | |
| 0.003099846512 | 7 | |
| 0.003271392157 | 3 | < 0.1% |
| 0.003387150522 | 4 | |
| 0.003546206326 | 5 | |
| 0.004169222923 | 8 | |
| 0.004394531156 | 5 |
| Value | Count | Frequency (%) |
| 1 | 9 | |
| 0.9788216658 | 9 | |
| 0.9092373967 | 2 | < 0.1% |
| 0.8963927562 | 4 | < 0.1% |
| 0.8894076141 | 2 | < 0.1% |
| 0.8807434461 | 11 | |
| 0.8778310111 | 7 | |
| 0.8766295351 | 16 | |
| 0.8722437393 | 11 | |
| 0.8672753087 | 12 |
distance_to_nearest_mall
Real number (ℝ)
| Distinct | 8610 |
|---|---|
| Distinct (%) | 14.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.28840813 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 24 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.07967214 |
| Q1 | 0.16290685 |
| median | 0.25573291 |
| Q3 | 0.38321626 |
| 95-th percentile | 0.60667077 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.2203094 |
Descriptive statistics
| Standard deviation | 0.16444361 |
|---|---|
| Coefficient of variation (CV) | 0.57017673 |
| Kurtosis | 0.88648692 |
| Mean | 0.28840813 |
| Median Absolute Deviation (MAD) | 0.10532663 |
| Skewness | 0.9686162 |
| Sum | 17153.65 |
| Variance | 0.027041699 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1082880121 | 56 | 0.1% |
| 0.08066057501 | 52 | 0.1% |
| 0.4606081521 | 44 | 0.1% |
| 0.4519497509 | 43 | 0.1% |
| 0.3893175891 | 43 | 0.1% |
| 0.1053433025 | 43 | 0.1% |
| 0.4406767292 | 41 | 0.1% |
| 0.2009600243 | 39 | 0.1% |
| 0.1294752796 | 38 | 0.1% |
| 0.08674479678 | 38 | 0.1% |
| Other values (8600) | 59040 |
| Value | Count | Frequency (%) |
| 0 | 24 | |
| 0.0168879638 | 4 | < 0.1% |
| 0.01798326118 | 1 | < 0.1% |
| 0.02064270963 | 3 | < 0.1% |
| 0.02225947747 | 6 | < 0.1% |
| 0.0223438589 | 8 | < 0.1% |
| 0.02396599428 | 8 | < 0.1% |
| 0.02478933152 | 3 | < 0.1% |
| 0.02480085103 | 1 | < 0.1% |
| 0.02631180021 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | < 0.1% |
| 0.9878568586 | 3 | < 0.1% |
| 0.9810172682 | 1 | < 0.1% |
| 0.9780806901 | 2 | < 0.1% |
| 0.9758512926 | 8 | |
| 0.9703874336 | 9 | |
| 0.9690287648 | 1 | < 0.1% |
| 0.964168854 | 3 | < 0.1% |
| 0.9606800058 | 5 | |
| 0.9593876162 | 5 |
coe_price_indicator
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.44589397 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 2415 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.010738533 |
| Q1 | 0.17757005 |
| median | 0.44297155 |
| Q3 | 0.71163665 |
| 95-th percentile | 0.91814793 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.5340666 |
Descriptive statistics
| Standard deviation | 0.30042704 |
|---|---|
| Coefficient of variation (CV) | 0.67376341 |
| Kurtosis | -1.2597543 |
| Mean | 0.44589397 |
| Median Absolute Deviation (MAD) | 0.2686651 |
| Skewness | 0.1505449 |
| Sum | 26520.435 |
| Variance | 0.090256405 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2415 | 4.1% |
| 0.1136137932 | 2281 | 3.8% |
| 0.127925987 | 2143 | 3.6% |
| 0.5712748905 | 2126 | 3.6% |
| 0.8182288436 | 2089 | 3.5% |
| 0.2574032791 | 2082 | 3.5% |
| 0.1138837114 | 2072 | 3.5% |
| 0.03136612426 | 2046 | 3.4% |
| 0.3155434575 | 2036 | 3.4% |
| 0.7489064418 | 2025 | 3.4% |
| Other values (21) | 38162 |
| Value | Count | Frequency (%) |
| 0 | 2415 | |
| 0.01073853315 | 1765 | |
| 0.03136612426 | 2046 | |
| 0.1136137932 | 2281 | |
| 0.1138837114 | 2072 | |
| 0.127925987 | 2143 | |
| 0.1383799114 | 2015 | |
| 0.1775700466 | 1978 | |
| 0.1839795927 | 1952 | |
| 0.2574032791 | 2082 |
| Value | Count | Frequency (%) |
| 1 | 1923 | |
| 0.9181479301 | 1927 | |
| 0.9014622739 | 1943 | |
| 0.8482776173 | 1986 | |
| 0.8182288436 | 2089 | |
| 0.7502918499 | 1636 | |
| 0.7489064418 | 2025 | |
| 0.7116366457 | 1714 | |
| 0.6896173813 | 1736 | |
| 0.6623415293 | 1695 |
stock_price
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3593495 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1695 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0002188901 |
| Q1 | 0.089978377 |
| median | 0.23769509 |
| Q3 | 0.65037644 |
| 95-th percentile | 0.94077644 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.56039806 |
Descriptive statistics
| Standard deviation | 0.30867603 |
|---|---|
| Coefficient of variation (CV) | 0.85898555 |
| Kurtosis | -1.0740737 |
| Mean | 0.3593495 |
| Median Absolute Deviation (MAD) | 0.20634906 |
| Skewness | 0.52480362 |
| Sum | 21373.03 |
| Variance | 0.095280891 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.6780638318 | 2415 | 4.1% |
| 0.4695996129 | 2281 | 3.8% |
| 0.7512745854 | 2143 | 3.6% |
| 0.4058696966 | 2126 | 3.6% |
| 0.185665965 | 2089 | 3.5% |
| 0.4010434145 | 2082 | 3.5% |
| 0.6503764375 | 2072 | 3.5% |
| 0.342892115 | 2046 | 3.4% |
| 1 | 2036 | 3.4% |
| 0.0002188900994 | 2025 | 3.4% |
| Other values (21) | 38162 |
| Value | Count | Frequency (%) |
| 0 | 1695 | |
| 0.0002188900994 | 2025 | |
| 0.007424626632 | 1986 | |
| 0.0205851391 | 1714 | |
| 0.03134602254 | 1717 | |
| 0.05368591934 | 1927 | |
| 0.0579336022 | 1923 | |
| 0.07317856868 | 1736 | |
| 0.08997837682 | 1636 | |
| 0.1073461205 | 1825 |
| Value | Count | Frequency (%) |
| 1 | 2036 | |
| 0.9407764381 | 1892 | |
| 0.7964433293 | 1978 | |
| 0.7949252457 | 2015 | |
| 0.7512745854 | 2143 | |
| 0.6833766305 | 2018 | |
| 0.6780638318 | 2415 | |
| 0.6503764375 | 2072 | |
| 0.6193154845 | 1952 | |
| 0.4695996129 | 2281 |
town_importance
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 23 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15477613 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3348 |
| Zeros (%) | 5.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.091549296 |
| median | 0.13380282 |
| Q3 | 0.18309859 |
| 95-th percentile | 0.29577465 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.091549296 |
Descriptive statistics
| Standard deviation | 0.13612234 |
|---|---|
| Coefficient of variation (CV) | 0.87947889 |
| Kurtosis | 14.609031 |
| Mean | 0.15477613 |
| Median Absolute Deviation (MAD) | 0.042253521 |
| Skewness | 3.1439396 |
| Sum | 9205.6197 |
| Variance | 0.018529291 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1056338028 | 4959 | 8.3% |
| 0.0985915493 | 4729 | 8.0% |
| 0.1338028169 | 4389 | 7.4% |
| 0.2253521127 | 4161 | 7.0% |
| 0.1478873239 | 3974 | 6.7% |
| 0.1338028169 | 3607 | 6.1% |
| 0.04929577465 | 3460 | 5.8% |
| 0 | 3348 | 5.6% |
| 0.2957746479 | 3110 | 5.2% |
| 0.09154929577 | 2684 | 4.5% |
| Other values (13) | 21056 |
| Value | Count | Frequency (%) |
| 0 | 3348 | |
| 0.01408450704 | 1433 | 2.4% |
| 0.04225352113 | 1698 | 2.9% |
| 0.04929577465 | 3460 | |
| 0.07042253521 | 1658 | 2.8% |
| 0.08450704225 | 2000 | |
| 0.09154929577 | 2684 | |
| 0.0985915493 | 4729 | |
| 0.1056338028 | 4959 | |
| 0.1197183099 | 2221 |
| Value | Count | Frequency (%) |
| 1 | 600 | 1.0% |
| 0.5563380282 | 1833 | |
| 0.2957746479 | 3110 | |
| 0.2816901408 | 2360 | |
| 0.2676056338 | 1699 | |
| 0.2253521127 | 4161 | |
| 0.1830985915 | 1428 | 2.4% |
| 0.161971831 | 1287 | 2.2% |
| 0.1549295775 | 2238 | |
| 0.1478873239 | 3974 |
town_centrality_page_rank
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.038431447 |
| Minimum | 0.038137875 |
|---|---|
| Maximum | 0.038819414 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 0.038137875 |
|---|---|
| 5-th percentile | 0.038137875 |
| Q1 | 0.038302079 |
| median | 0.038403003 |
| Q3 | 0.038601702 |
| 95-th percentile | 0.038798945 |
| Maximum | 0.038819414 |
| Range | 0.00068153869 |
| Interquartile range (IQR) | 0.00029962361 |
Descriptive statistics
| Standard deviation | 0.00018912345 |
|---|---|
| Coefficient of variation (CV) | 0.0049210598 |
| Kurtosis | -0.71948962 |
| Mean | 0.038431447 |
| Median Absolute Deviation (MAD) | 0.00014239685 |
| Skewness | 0.30253899 |
| Sum | 2285.7872 |
| Variance | 3.5767678 × 10-8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.03813787514 | 4389 | 7.4% |
| 0.03830207874 | 4161 | 7.0% |
| 0.03847978101 | 3974 | 6.7% |
| 0.0384138753 | 3607 | 6.1% |
| 0.03855808124 | 3460 | 5.8% |
| 0.03833745924 | 3348 | 5.6% |
| 0.03860170235 | 3110 | 5.2% |
| 0.03816899271 | 3022 | 5.1% |
| 0.03862117861 | 2848 | 4.8% |
| 0.03832692835 | 2684 | 4.5% |
| Other values (16) | 24874 |
| Value | Count | Frequency (%) |
| 0.03813787514 | 4389 | |
| 0.03816899271 | 3022 | |
| 0.03817291631 | 1433 | 2.4% |
| 0.03823511594 | 2111 | |
| 0.03829801499 | 1707 | 2.9% |
| 0.03830207874 | 4161 | |
| 0.03832333448 | 1698 | 2.9% |
| 0.03832692835 | 2684 | |
| 0.03833745924 | 3348 | |
| 0.03838669017 | 2221 |
| Value | Count | Frequency (%) |
| 0.03881941383 | 2360 | |
| 0.03879894459 | 1833 | |
| 0.03872875822 | 1699 | |
| 0.03865650944 | 1287 | 2.2% |
| 0.03864102544 | 1428 | |
| 0.03863009006 | 601 | 1.0% |
| 0.03862117861 | 2848 | |
| 0.03860170235 | 3110 | |
| 0.03855808124 | 3460 | |
| 0.03854539967 | 600 | 1.0% |
flat_type_model
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.51495226 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 465 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.21052632 |
| Q1 | 0.34210526 |
| median | 0.55263158 |
| Q3 | 0.73684211 |
| 95-th percentile | 0.92105263 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.39473684 |
Descriptive statistics
| Standard deviation | 0.21675427 |
|---|---|
| Coefficient of variation (CV) | 0.42092109 |
| Kurtosis | -0.7842653 |
| Mean | 0.51495226 |
| Median Absolute Deviation (MAD) | 0.18421053 |
| Skewness | -0.050718594 |
| Sum | 30627.816 |
| Variance | 0.046982413 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5526315789 | 12283 | |
| 0.7368421053 | 10736 | |
| 0.3421052632 | 7735 | |
| 0.2105263158 | 4927 | |
| 0.2631578947 | 3474 | 5.8% |
| 0.6052631579 | 3433 | 5.8% |
| 0.5263157895 | 2249 | 3.8% |
| 0.6578947368 | 2232 | 3.8% |
| 0.9210526316 | 2077 | 3.5% |
| 0.4473684211 | 1821 | 3.1% |
| Other values (29) | 8510 |
| Value | Count | Frequency (%) |
| 0 | 465 | 0.8% |
| 0.02631578947 | 221 | 0.4% |
| 0.05263157895 | 34 | 0.1% |
| 0.07894736842 | 194 | 0.3% |
| 0.1052631579 | 8 | < 0.1% |
| 0.1315789474 | 68 | 0.1% |
| 0.1578947368 | 1350 | 2.3% |
| 0.1842105263 | 109 | 0.2% |
| 0.2105263158 | 4927 | |
| 0.2368421053 | 952 | 1.6% |
| Value | Count | Frequency (%) |
| 1 | 6 | < 0.1% |
| 0.9736842105 | 6 | < 0.1% |
| 0.9473684211 | 953 | |
| 0.9210526316 | 2077 | |
| 0.8947368421 | 803 | 1.4% |
| 0.8684210526 | 56 | 0.1% |
| 0.8421052632 | 477 | 0.8% |
| 0.8157894737 | 35 | 0.1% |
| 0.7894736842 | 1 | < 0.1% |
| 0.7631578947 | 8 | < 0.1% |
region_central region
Boolean
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 45790 | |
| True | 13687 | 23.0% |
region_east region
Boolean
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 50002 | |
| True | 9475 | 15.9% |
region_north region
Boolean
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 51674 | |
| True | 7803 | 13.1% |
region_north-east region
Boolean
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 45224 | |
| True | 14253 | 24.0% |
region_west region
Boolean
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 45218 | |
| True | 14259 | 24.0% |
town_ang mo kio
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 3460 |
| Value | Count | Frequency (%) |
| False | 56017 | |
| True | 3460 | 5.8% |
town_bedok
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 3607 |
| Value | Count | Frequency (%) |
| False | 55870 | |
| True | 3607 | 6.1% |
town_bishan
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 1428 |
| Value | Count | Frequency (%) |
| False | 58049 | |
| True | 1428 | 2.4% |
town_bukit batok
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 2221 |
| Value | Count | Frequency (%) |
| False | 57256 | |
| True | 2221 | 3.7% |
town_bukit merah
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 3110 |
| Value | Count | Frequency (%) |
| False | 56367 | |
| True | 3110 | 5.2% |
town_bukit panjang
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 1602 |
| Value | Count | Frequency (%) |
| False | 57875 | |
| True | 1602 | 2.7% |
town_bukit timah
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 56 |
| Value | Count | Frequency (%) |
| False | 59421 | |
| True | 56 | 0.1% |
town_central
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 600 |
| Value | Count | Frequency (%) |
| False | 58877 | |
| True | 600 | 1.0% |
town_choa chu kang
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 2111 |
| Value | Count | Frequency (%) |
| False | 57366 | |
| True | 2111 | 3.5% |
town_clementi
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 2238 |
| Value | Count | Frequency (%) |
| False | 57239 | |
| True | 2238 | 3.8% |
town_geylang
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 1699 |
| Value | Count | Frequency (%) |
| False | 57778 | |
| True | 1699 | 2.9% |
town_hougang
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 2848 |
| Value | Count | Frequency (%) |
| False | 56629 | |
| True | 2848 | 4.8% |
town_jurong east
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 1698 |
| Value | Count | Frequency (%) |
| False | 57779 | |
| True | 1698 | 2.9% |
town_jurong west
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 4389 |
| Value | Count | Frequency (%) |
| False | 55088 | |
| True | 4389 | 7.4% |
town_kallang/whampoa
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 1833 |
| Value | Count | Frequency (%) |
| False | 57644 | |
| True | 1833 | 3.1% |
town_marine parade
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 601 |
| Value | Count | Frequency (%) |
| False | 58876 | |
| True | 601 | 1.0% |
town_pasir ris
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 1707 |
| Value | Count | Frequency (%) |
| False | 57770 | |
| True | 1707 | 2.9% |
town_punggol
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 2684 |
| Value | Count | Frequency (%) |
| False | 56793 | |
| True | 2684 | 4.5% |
town_queenstown
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 2000 |
| Value | Count | Frequency (%) |
| False | 57477 | |
| True | 2000 | 3.4% |
town_sembawang
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 1433 |
| Value | Count | Frequency (%) |
| False | 58044 | |
| True | 1433 | 2.4% |
town_sengkang
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 3974 |
| Value | Count | Frequency (%) |
| False | 55503 | |
| True | 3974 | 6.7% |
town_serangoon
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 1287 |
| Value | Count | Frequency (%) |
| False | 58190 | |
| True | 1287 | 2.2% |
town_tampines
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 4161 |
| Value | Count | Frequency (%) |
| False | 55316 | |
| True | 4161 | 7.0% |
town_toa payoh
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 2360 |
| Value | Count | Frequency (%) |
| False | 57117 | |
| True | 2360 | 4.0% |
town_woodlands
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 3022 |
| Value | Count | Frequency (%) |
| False | 56455 | |
| True | 3022 | 5.1% |
town_yishun
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.2 KiB |
| False | |
|---|---|
| True | 3348 |
| Value | Count | Frequency (%) |
| False | 56129 | |
| True | 3348 | 5.6% |
| rent_approval_date | floor_area_sqm | lease_commence_date | latitude | longitude | monthly_rent | distance_to_nearest_existing_mrt | distance_to_nearest_planned_mrt | distance_to_nearest_school | distance_to_nearest_mall | coe_price_indicator | stock_price | town_importance | town_centrality_page_rank | flat_type_model | flat_type | region_central region | region_east region | region_north region | region_north-east region | region_west region | town_ang mo kio | town_bedok | town_bishan | town_bukit batok | town_bukit merah | town_bukit panjang | town_bukit timah | town_central | town_choa chu kang | town_clementi | town_geylang | town_hougang | town_jurong east | town_jurong west | town_kallang/whampoa | town_marine parade | town_pasir ris | town_punggol | town_queenstown | town_sembawang | town_sengkang | town_serangoon | town_tampines | town_toa payoh | town_woodlands | town_yishun | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| rent_approval_date | 1.000 | -0.019 | 0.018 | -0.005 | 0.000 | 0.513 | -0.005 | -0.002 | 0.003 | 0.000 | 0.967 | -0.789 | 0.004 | 0.006 | -0.018 | 0.015 | 0.008 | 0.000 | 0.006 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.015 | 0.005 | 0.000 | 0.000 | 0.017 | 0.012 | 0.000 | 0.003 | 0.006 | 0.010 | 0.000 | 0.000 | 0.015 | 0.019 | 0.007 | 0.010 | 0.007 | 0.007 | 0.000 | 0.007 | 0.000 | 0.006 |
| floor_area_sqm | -0.019 | 1.000 | 0.449 | 0.301 | 0.001 | 0.319 | 0.082 | -0.049 | -0.119 | -0.162 | -0.016 | 0.016 | -0.122 | -0.326 | 0.940 | 0.903 | 0.263 | 0.150 | 0.138 | 0.127 | 0.092 | 0.150 | 0.113 | 0.030 | 0.054 | 0.085 | 0.086 | 0.018 | 0.072 | 0.138 | 0.133 | 0.127 | 0.048 | 0.036 | 0.124 | 0.110 | 0.117 | 0.241 | 0.163 | 0.127 | 0.127 | 0.190 | 0.047 | 0.135 | 0.142 | 0.164 | 0.092 |
| lease_commence_date | 0.018 | 0.449 | 1.000 | 0.437 | -0.024 | 0.223 | 0.097 | 0.021 | -0.181 | -0.256 | 0.018 | -0.020 | -0.176 | -0.337 | 0.453 | 0.374 | 0.563 | 0.338 | 0.226 | 0.324 | 0.186 | 0.464 | 0.312 | 0.223 | 0.222 | 0.245 | 0.186 | 0.095 | 0.129 | 0.226 | 0.351 | 0.232 | 0.159 | 0.148 | 0.165 | 0.216 | 0.367 | 0.344 | 0.356 | 0.330 | 0.261 | 0.382 | 0.187 | 0.299 | 0.328 | 0.246 | 0.298 |
| latitude | -0.005 | 0.301 | 0.437 | 1.000 | 0.050 | -0.097 | 0.128 | 0.202 | -0.274 | -0.254 | -0.003 | 0.003 | -0.608 | -0.426 | 0.295 | 0.192 | 0.703 | 0.383 | 0.966 | 0.708 | 0.318 | 0.521 | 0.425 | 0.315 | 0.343 | 0.913 | 0.269 | 0.067 | 0.264 | 0.298 | 0.469 | 0.349 | 0.389 | 0.235 | 0.404 | 0.396 | 0.412 | 0.376 | 0.544 | 0.585 | 0.684 | 0.697 | 0.214 | 0.521 | 0.454 | 0.635 | 0.735 |
| longitude | 0.000 | 0.001 | -0.024 | 0.050 | 1.000 | -0.001 | 0.048 | -0.024 | -0.104 | 0.089 | 0.003 | 0.000 | 0.269 | 0.310 | -0.019 | 0.138 | 0.488 | 0.914 | 0.565 | 0.671 | 0.963 | 0.402 | 0.575 | 0.282 | 0.509 | 0.440 | 0.348 | 0.115 | 0.161 | 0.434 | 0.434 | 0.378 | 0.440 | 0.472 | 0.902 | 0.438 | 0.273 | 0.452 | 0.400 | 0.439 | 0.450 | 0.517 | 0.426 | 0.683 | 0.316 | 0.606 | 0.526 |
| monthly_rent | 0.513 | 0.319 | 0.223 | -0.097 | -0.001 | 1.000 | -0.091 | -0.035 | 0.004 | -0.081 | 0.501 | -0.445 | 0.099 | 0.024 | 0.322 | 0.216 | 0.140 | 0.041 | 0.086 | 0.059 | 0.022 | 0.058 | 0.052 | 0.066 | 0.039 | 0.121 | 0.027 | 0.016 | 0.128 | 0.033 | 0.027 | 0.038 | 0.025 | 0.002 | 0.036 | 0.022 | 0.014 | 0.036 | 0.052 | 0.091 | 0.027 | 0.048 | 0.029 | 0.038 | 0.023 | 0.044 | 0.075 |
| distance_to_nearest_existing_mrt | -0.005 | 0.082 | 0.097 | 0.128 | 0.048 | -0.091 | 1.000 | -0.197 | -0.000 | 0.153 | -0.003 | 0.002 | -0.162 | -0.090 | 0.060 | 0.077 | 0.218 | 0.107 | 0.091 | 0.230 | 0.149 | 0.114 | 0.146 | 0.061 | 0.059 | 0.100 | 0.122 | 0.046 | 0.152 | 0.057 | 0.078 | 0.170 | 0.127 | 0.101 | 0.080 | 0.135 | 0.510 | 0.190 | 0.232 | 0.075 | 0.085 | 0.251 | 0.203 | 0.107 | 0.123 | 0.071 | 0.050 |
| distance_to_nearest_planned_mrt | -0.002 | -0.049 | 0.021 | 0.202 | -0.024 | -0.035 | -0.197 | 1.000 | -0.049 | 0.006 | 0.000 | 0.002 | 0.003 | 0.096 | -0.071 | 0.115 | 0.600 | 0.235 | 0.954 | 0.316 | 0.354 | 0.206 | 0.144 | 0.128 | 0.176 | 0.200 | 0.271 | 0.050 | 0.105 | 0.165 | 0.225 | 0.246 | 0.162 | 0.224 | 0.240 | 0.286 | 0.133 | 0.220 | 0.239 | 0.409 | 0.971 | 0.303 | 0.095 | 0.285 | 0.501 | 0.587 | 0.756 |
| distance_to_nearest_school | 0.003 | -0.119 | -0.181 | -0.274 | -0.104 | 0.004 | -0.000 | -0.049 | 1.000 | 0.071 | 0.004 | 0.001 | 0.108 | 0.121 | -0.113 | 0.071 | 0.184 | 0.112 | 0.136 | 0.127 | 0.127 | 0.112 | 0.103 | 0.109 | 0.055 | 0.058 | 0.059 | 0.036 | 0.179 | 0.064 | 0.178 | 0.103 | 0.072 | 0.347 | 0.085 | 0.213 | 0.064 | 0.083 | 0.147 | 0.209 | 0.116 | 0.101 | 0.093 | 0.059 | 0.060 | 0.067 | 0.094 |
| distance_to_nearest_mall | 0.000 | -0.162 | -0.256 | -0.254 | 0.089 | -0.081 | 0.153 | 0.006 | 0.071 | 1.000 | -0.001 | -0.002 | 0.109 | 0.209 | -0.150 | 0.104 | 0.222 | 0.213 | 0.143 | 0.170 | 0.136 | 0.170 | 0.371 | 0.067 | 0.174 | 0.216 | 0.104 | 0.046 | 0.126 | 0.110 | 0.122 | 0.228 | 0.112 | 0.202 | 0.102 | 0.200 | 0.038 | 0.079 | 0.126 | 0.068 | 0.074 | 0.172 | 0.073 | 0.072 | 0.095 | 0.160 | 0.094 |
| coe_price_indicator | 0.967 | -0.016 | 0.018 | -0.003 | 0.003 | 0.501 | -0.003 | 0.000 | 0.004 | -0.001 | 1.000 | -0.748 | 0.005 | 0.007 | -0.016 | 0.013 | 0.000 | 0.000 | 0.011 | 0.004 | 0.003 | 0.000 | 0.010 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.011 | 0.008 | 0.011 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.016 | 0.010 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.010 |
| stock_price | -0.789 | 0.016 | -0.020 | 0.003 | 0.000 | -0.445 | 0.002 | 0.002 | 0.001 | -0.002 | -0.748 | 1.000 | -0.004 | -0.004 | 0.015 | 0.011 | 0.005 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.003 | 0.014 | 0.004 | 0.008 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.009 | 0.005 | 0.006 | 0.003 | 0.000 | 0.000 | 0.009 | 0.000 | 0.004 |
| town_importance | 0.004 | -0.122 | -0.176 | -0.608 | 0.269 | 0.099 | -0.162 | 0.003 | 0.108 | 0.109 | 0.005 | -0.004 | 1.000 | 0.430 | -0.151 | 0.085 | 0.630 | 0.293 | 0.526 | 0.310 | 0.425 | 0.336 | 0.301 | 0.186 | 0.234 | 0.484 | 0.225 | 0.041 | 1.000 | 0.227 | 0.234 | 0.353 | 0.266 | 0.232 | 0.335 | 1.000 | 0.120 | 0.232 | 0.294 | 0.252 | 0.212 | 0.317 | 0.176 | 0.565 | 0.419 | 0.313 | 0.330 |
| town_centrality_page_rank | 0.006 | -0.326 | -0.337 | -0.426 | 0.310 | 0.024 | -0.090 | 0.096 | 0.121 | 0.209 | 0.007 | -0.004 | 0.430 | 1.000 | -0.300 | 0.188 | 0.751 | 0.762 | 0.549 | 0.614 | 0.812 | 0.705 | 1.000 | 0.461 | 0.585 | 0.666 | 0.494 | 0.086 | 0.285 | 1.000 | 0.587 | 1.000 | 0.659 | 0.315 | 0.675 | 0.647 | 0.297 | 0.316 | 0.399 | 0.527 | 0.376 | 0.755 | 0.437 | 0.504 | 0.738 | 0.553 | 0.448 |
| flat_type_model | -0.018 | 0.940 | 0.453 | 0.295 | -0.019 | 0.322 | 0.060 | -0.071 | -0.113 | -0.150 | -0.016 | 0.015 | -0.151 | -0.300 | 1.000 | 0.948 | 0.387 | 0.109 | 0.165 | 0.185 | 0.125 | 0.359 | 0.196 | 0.099 | 0.066 | 0.142 | 0.082 | 0.024 | 0.106 | 0.145 | 0.252 | 0.257 | 0.062 | 0.070 | 0.128 | 0.135 | 0.138 | 0.200 | 0.162 | 0.247 | 0.123 | 0.178 | 0.080 | 0.126 | 0.201 | 0.115 | 0.146 |
| flat_type | 0.015 | 0.903 | 0.374 | 0.192 | 0.138 | 0.216 | 0.077 | 0.115 | 0.071 | 0.104 | 0.013 | 0.011 | 0.085 | 0.188 | 0.948 | 1.000 | 0.219 | 0.060 | 0.106 | 0.075 | 0.064 | 0.182 | 0.102 | 0.052 | 0.053 | 0.084 | 0.069 | 0.014 | 0.044 | 0.114 | 0.130 | 0.099 | 0.044 | 0.023 | 0.114 | 0.090 | 0.062 | 0.166 | 0.143 | 0.099 | 0.123 | 0.173 | 0.040 | 0.035 | 0.121 | 0.110 | 0.054 |
| region_central region | 0.008 | 0.263 | 0.563 | 0.703 | 0.488 | 0.140 | 0.218 | 0.600 | 0.184 | 0.222 | 0.000 | 0.005 | 0.630 | 0.751 | 0.387 | 0.219 | 1.000 | 0.238 | 0.212 | 0.307 | 0.307 | 0.136 | 0.139 | 0.287 | 0.107 | 0.430 | 0.091 | 0.055 | 0.184 | 0.105 | 0.108 | 0.314 | 0.122 | 0.094 | 0.154 | 0.326 | 0.185 | 0.094 | 0.119 | 0.341 | 0.086 | 0.146 | 0.081 | 0.150 | 0.372 | 0.126 | 0.133 |
| region_east region | 0.000 | 0.150 | 0.338 | 0.383 | 0.914 | 0.041 | 0.107 | 0.235 | 0.112 | 0.213 | 0.000 | 0.000 | 0.293 | 0.762 | 0.109 | 0.060 | 0.238 | 1.000 | 0.169 | 0.244 | 0.244 | 0.108 | 0.584 | 0.068 | 0.086 | 0.102 | 0.072 | 0.012 | 0.044 | 0.083 | 0.086 | 0.074 | 0.097 | 0.074 | 0.123 | 0.077 | 0.044 | 0.395 | 0.094 | 0.081 | 0.068 | 0.116 | 0.064 | 0.630 | 0.088 | 0.101 | 0.106 |
| region_north region | 0.006 | 0.138 | 0.226 | 0.966 | 0.565 | 0.086 | 0.091 | 0.954 | 0.136 | 0.143 | 0.011 | 0.003 | 0.526 | 0.549 | 0.165 | 0.106 | 0.212 | 0.169 | 1.000 | 0.218 | 0.218 | 0.096 | 0.099 | 0.061 | 0.076 | 0.091 | 0.064 | 0.010 | 0.039 | 0.074 | 0.077 | 0.066 | 0.087 | 0.066 | 0.110 | 0.069 | 0.039 | 0.067 | 0.084 | 0.072 | 0.404 | 0.104 | 0.057 | 0.106 | 0.079 | 0.595 | 0.628 |
| region_north-east region | 0.010 | 0.127 | 0.324 | 0.708 | 0.671 | 0.059 | 0.230 | 0.316 | 0.127 | 0.170 | 0.004 | 0.000 | 0.310 | 0.614 | 0.185 | 0.075 | 0.307 | 0.244 | 0.218 | 1.000 | 0.315 | 0.443 | 0.143 | 0.088 | 0.110 | 0.132 | 0.093 | 0.016 | 0.056 | 0.108 | 0.111 | 0.096 | 0.399 | 0.096 | 0.158 | 0.100 | 0.056 | 0.096 | 0.387 | 0.105 | 0.088 | 0.477 | 0.265 | 0.154 | 0.114 | 0.130 | 0.137 |
| region_west region | 0.000 | 0.092 | 0.186 | 0.318 | 0.963 | 0.022 | 0.149 | 0.354 | 0.127 | 0.136 | 0.003 | 0.000 | 0.425 | 0.812 | 0.125 | 0.064 | 0.307 | 0.244 | 0.218 | 0.315 | 1.000 | 0.139 | 0.143 | 0.088 | 0.351 | 0.132 | 0.296 | 0.016 | 0.056 | 0.341 | 0.352 | 0.096 | 0.126 | 0.305 | 0.503 | 0.100 | 0.056 | 0.096 | 0.122 | 0.105 | 0.088 | 0.150 | 0.083 | 0.154 | 0.114 | 0.130 | 0.137 |
| town_ang mo kio | 0.000 | 0.150 | 0.464 | 0.521 | 0.402 | 0.058 | 0.114 | 0.206 | 0.112 | 0.170 | 0.000 | 0.000 | 0.336 | 0.705 | 0.359 | 0.182 | 0.136 | 0.108 | 0.096 | 0.443 | 0.139 | 1.000 | 0.063 | 0.039 | 0.049 | 0.058 | 0.041 | 0.005 | 0.024 | 0.047 | 0.049 | 0.042 | 0.055 | 0.042 | 0.070 | 0.044 | 0.024 | 0.042 | 0.054 | 0.046 | 0.039 | 0.066 | 0.036 | 0.068 | 0.050 | 0.057 | 0.060 |
| town_bedok | 0.000 | 0.113 | 0.312 | 0.425 | 0.575 | 0.052 | 0.146 | 0.144 | 0.103 | 0.371 | 0.010 | 0.006 | 0.301 | 1.000 | 0.196 | 0.102 | 0.139 | 0.584 | 0.099 | 0.143 | 0.143 | 0.063 | 1.000 | 0.039 | 0.050 | 0.059 | 0.042 | 0.005 | 0.025 | 0.048 | 0.050 | 0.043 | 0.057 | 0.043 | 0.071 | 0.045 | 0.025 | 0.043 | 0.055 | 0.047 | 0.039 | 0.068 | 0.037 | 0.069 | 0.051 | 0.058 | 0.062 |
| town_bishan | 0.000 | 0.030 | 0.223 | 0.315 | 0.282 | 0.066 | 0.061 | 0.128 | 0.109 | 0.067 | 0.000 | 0.000 | 0.186 | 0.461 | 0.099 | 0.052 | 0.287 | 0.068 | 0.061 | 0.088 | 0.088 | 0.039 | 0.039 | 1.000 | 0.030 | 0.036 | 0.025 | 0.000 | 0.015 | 0.030 | 0.030 | 0.026 | 0.035 | 0.026 | 0.044 | 0.027 | 0.015 | 0.026 | 0.034 | 0.029 | 0.024 | 0.042 | 0.023 | 0.043 | 0.031 | 0.036 | 0.038 |
| town_bukit batok | 0.006 | 0.054 | 0.222 | 0.343 | 0.509 | 0.039 | 0.059 | 0.176 | 0.055 | 0.174 | 0.000 | 0.003 | 0.234 | 0.585 | 0.066 | 0.053 | 0.107 | 0.086 | 0.076 | 0.110 | 0.351 | 0.049 | 0.050 | 0.030 | 1.000 | 0.046 | 0.032 | 0.002 | 0.019 | 0.037 | 0.038 | 0.033 | 0.044 | 0.033 | 0.055 | 0.035 | 0.019 | 0.033 | 0.042 | 0.036 | 0.030 | 0.052 | 0.029 | 0.054 | 0.040 | 0.045 | 0.048 |
| town_bukit merah | 0.015 | 0.085 | 0.245 | 0.913 | 0.440 | 0.121 | 0.100 | 0.200 | 0.058 | 0.216 | 0.009 | 0.014 | 0.484 | 0.666 | 0.142 | 0.084 | 0.430 | 0.102 | 0.091 | 0.132 | 0.132 | 0.058 | 0.059 | 0.036 | 0.046 | 1.000 | 0.039 | 0.004 | 0.023 | 0.045 | 0.046 | 0.040 | 0.052 | 0.040 | 0.066 | 0.041 | 0.023 | 0.040 | 0.051 | 0.043 | 0.036 | 0.063 | 0.034 | 0.064 | 0.047 | 0.054 | 0.057 |
| town_bukit panjang | 0.005 | 0.086 | 0.186 | 0.269 | 0.348 | 0.027 | 0.122 | 0.271 | 0.059 | 0.104 | 0.000 | 0.004 | 0.225 | 0.494 | 0.082 | 0.069 | 0.091 | 0.072 | 0.064 | 0.093 | 0.296 | 0.041 | 0.042 | 0.025 | 0.032 | 0.039 | 1.000 | 0.000 | 0.016 | 0.031 | 0.032 | 0.028 | 0.037 | 0.028 | 0.047 | 0.029 | 0.016 | 0.028 | 0.036 | 0.030 | 0.025 | 0.044 | 0.024 | 0.045 | 0.033 | 0.038 | 0.040 |
| town_bukit timah | 0.000 | 0.018 | 0.095 | 0.067 | 0.115 | 0.016 | 0.046 | 0.050 | 0.036 | 0.046 | 0.000 | 0.008 | 0.041 | 0.086 | 0.024 | 0.014 | 0.055 | 0.012 | 0.010 | 0.016 | 0.016 | 0.005 | 0.005 | 0.000 | 0.002 | 0.004 | 0.000 | 1.000 | 0.000 | 0.002 | 0.002 | 0.000 | 0.004 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.003 | 0.001 | 0.000 | 0.006 | 0.000 | 0.006 | 0.003 | 0.004 | 0.005 |
| town_central | 0.000 | 0.072 | 0.129 | 0.264 | 0.161 | 0.128 | 0.152 | 0.105 | 0.179 | 0.126 | 0.011 | 0.009 | 1.000 | 0.285 | 0.106 | 0.044 | 0.184 | 0.044 | 0.039 | 0.056 | 0.056 | 0.024 | 0.025 | 0.015 | 0.019 | 0.023 | 0.016 | 0.000 | 1.000 | 0.018 | 0.019 | 0.016 | 0.022 | 0.016 | 0.028 | 0.017 | 0.008 | 0.016 | 0.021 | 0.018 | 0.015 | 0.026 | 0.014 | 0.027 | 0.020 | 0.023 | 0.024 |
| town_choa chu kang | 0.017 | 0.138 | 0.226 | 0.298 | 0.434 | 0.033 | 0.057 | 0.165 | 0.064 | 0.110 | 0.008 | 0.000 | 0.227 | 1.000 | 0.145 | 0.114 | 0.105 | 0.083 | 0.074 | 0.108 | 0.341 | 0.047 | 0.048 | 0.030 | 0.037 | 0.045 | 0.031 | 0.002 | 0.018 | 1.000 | 0.037 | 0.032 | 0.043 | 0.032 | 0.054 | 0.034 | 0.018 | 0.032 | 0.041 | 0.035 | 0.030 | 0.051 | 0.028 | 0.052 | 0.039 | 0.044 | 0.046 |
| town_clementi | 0.012 | 0.133 | 0.351 | 0.469 | 0.434 | 0.027 | 0.078 | 0.225 | 0.178 | 0.122 | 0.011 | 0.000 | 0.234 | 0.587 | 0.252 | 0.130 | 0.108 | 0.086 | 0.077 | 0.111 | 0.352 | 0.049 | 0.050 | 0.030 | 0.038 | 0.046 | 0.032 | 0.002 | 0.019 | 0.037 | 1.000 | 0.033 | 0.044 | 0.033 | 0.055 | 0.035 | 0.019 | 0.033 | 0.043 | 0.036 | 0.031 | 0.053 | 0.029 | 0.054 | 0.040 | 0.045 | 0.048 |
| town_geylang | 0.000 | 0.127 | 0.232 | 0.349 | 0.378 | 0.038 | 0.170 | 0.246 | 0.103 | 0.228 | 0.000 | 0.000 | 0.353 | 1.000 | 0.257 | 0.099 | 0.314 | 0.074 | 0.066 | 0.096 | 0.096 | 0.042 | 0.043 | 0.026 | 0.033 | 0.040 | 0.028 | 0.000 | 0.016 | 0.032 | 0.033 | 1.000 | 0.038 | 0.029 | 0.048 | 0.030 | 0.016 | 0.029 | 0.037 | 0.031 | 0.026 | 0.045 | 0.025 | 0.047 | 0.034 | 0.039 | 0.041 |
| town_hougang | 0.003 | 0.048 | 0.159 | 0.389 | 0.440 | 0.025 | 0.127 | 0.162 | 0.072 | 0.112 | 0.008 | 0.000 | 0.266 | 0.659 | 0.062 | 0.044 | 0.122 | 0.097 | 0.087 | 0.399 | 0.126 | 0.055 | 0.057 | 0.035 | 0.044 | 0.052 | 0.037 | 0.004 | 0.022 | 0.043 | 0.044 | 0.038 | 1.000 | 0.038 | 0.063 | 0.040 | 0.022 | 0.038 | 0.048 | 0.041 | 0.035 | 0.060 | 0.033 | 0.061 | 0.045 | 0.052 | 0.054 |
| town_jurong east | 0.006 | 0.036 | 0.148 | 0.235 | 0.472 | 0.002 | 0.101 | 0.224 | 0.347 | 0.202 | 0.000 | 0.000 | 0.232 | 0.315 | 0.070 | 0.023 | 0.094 | 0.074 | 0.066 | 0.096 | 0.305 | 0.042 | 0.043 | 0.026 | 0.033 | 0.040 | 0.028 | 0.000 | 0.016 | 0.032 | 0.033 | 0.029 | 0.038 | 1.000 | 0.048 | 0.030 | 0.016 | 0.029 | 0.037 | 0.031 | 0.026 | 0.045 | 0.025 | 0.047 | 0.034 | 0.039 | 0.041 |
| town_jurong west | 0.010 | 0.124 | 0.165 | 0.404 | 0.902 | 0.036 | 0.080 | 0.240 | 0.085 | 0.102 | 0.000 | 0.000 | 0.335 | 0.675 | 0.128 | 0.114 | 0.154 | 0.123 | 0.110 | 0.158 | 0.503 | 0.070 | 0.071 | 0.044 | 0.055 | 0.066 | 0.047 | 0.006 | 0.028 | 0.054 | 0.055 | 0.048 | 0.063 | 0.048 | 1.000 | 0.050 | 0.028 | 0.048 | 0.061 | 0.052 | 0.044 | 0.075 | 0.042 | 0.077 | 0.057 | 0.065 | 0.069 |
| town_kallang/whampoa | 0.000 | 0.110 | 0.216 | 0.396 | 0.438 | 0.022 | 0.135 | 0.286 | 0.213 | 0.200 | 0.000 | 0.000 | 1.000 | 0.647 | 0.135 | 0.090 | 0.326 | 0.077 | 0.069 | 0.100 | 0.100 | 0.044 | 0.045 | 0.027 | 0.035 | 0.041 | 0.029 | 0.000 | 0.017 | 0.034 | 0.035 | 0.030 | 0.040 | 0.030 | 0.050 | 1.000 | 0.017 | 0.030 | 0.038 | 0.033 | 0.027 | 0.047 | 0.026 | 0.049 | 0.036 | 0.041 | 0.043 |
| town_marine parade | 0.000 | 0.117 | 0.367 | 0.412 | 0.273 | 0.014 | 0.510 | 0.133 | 0.064 | 0.038 | 0.000 | 0.000 | 0.120 | 0.297 | 0.138 | 0.062 | 0.185 | 0.044 | 0.039 | 0.056 | 0.056 | 0.024 | 0.025 | 0.015 | 0.019 | 0.023 | 0.016 | 0.000 | 0.008 | 0.018 | 0.019 | 0.016 | 0.022 | 0.016 | 0.028 | 0.017 | 1.000 | 0.016 | 0.021 | 0.018 | 0.015 | 0.026 | 0.014 | 0.027 | 0.020 | 0.023 | 0.024 |
| town_pasir ris | 0.015 | 0.241 | 0.344 | 0.376 | 0.452 | 0.036 | 0.190 | 0.220 | 0.083 | 0.079 | 0.010 | 0.007 | 0.232 | 0.316 | 0.200 | 0.166 | 0.094 | 0.395 | 0.067 | 0.096 | 0.096 | 0.042 | 0.043 | 0.026 | 0.033 | 0.040 | 0.028 | 0.000 | 0.016 | 0.032 | 0.033 | 0.029 | 0.038 | 0.029 | 0.048 | 0.030 | 0.016 | 1.000 | 0.037 | 0.032 | 0.026 | 0.046 | 0.025 | 0.047 | 0.034 | 0.039 | 0.042 |
| town_punggol | 0.019 | 0.163 | 0.356 | 0.544 | 0.400 | 0.052 | 0.232 | 0.239 | 0.147 | 0.126 | 0.016 | 0.009 | 0.294 | 0.399 | 0.162 | 0.143 | 0.119 | 0.094 | 0.084 | 0.387 | 0.122 | 0.054 | 0.055 | 0.034 | 0.042 | 0.051 | 0.036 | 0.003 | 0.021 | 0.041 | 0.043 | 0.037 | 0.048 | 0.037 | 0.061 | 0.038 | 0.021 | 0.037 | 1.000 | 0.040 | 0.034 | 0.058 | 0.032 | 0.059 | 0.044 | 0.050 | 0.053 |
| town_queenstown | 0.007 | 0.127 | 0.330 | 0.585 | 0.439 | 0.091 | 0.075 | 0.409 | 0.209 | 0.068 | 0.010 | 0.005 | 0.252 | 0.527 | 0.247 | 0.099 | 0.341 | 0.081 | 0.072 | 0.105 | 0.105 | 0.046 | 0.047 | 0.029 | 0.036 | 0.043 | 0.030 | 0.001 | 0.018 | 0.035 | 0.036 | 0.031 | 0.041 | 0.031 | 0.052 | 0.033 | 0.018 | 0.032 | 0.040 | 1.000 | 0.029 | 0.050 | 0.027 | 0.051 | 0.037 | 0.043 | 0.045 |
| town_sembawang | 0.010 | 0.127 | 0.261 | 0.684 | 0.450 | 0.027 | 0.085 | 0.971 | 0.116 | 0.074 | 0.010 | 0.006 | 0.212 | 0.376 | 0.123 | 0.123 | 0.086 | 0.068 | 0.404 | 0.088 | 0.088 | 0.039 | 0.039 | 0.024 | 0.030 | 0.036 | 0.025 | 0.000 | 0.015 | 0.030 | 0.031 | 0.026 | 0.035 | 0.026 | 0.044 | 0.027 | 0.015 | 0.026 | 0.034 | 0.029 | 1.000 | 0.042 | 0.023 | 0.043 | 0.031 | 0.036 | 0.038 |
| town_sengkang | 0.007 | 0.190 | 0.382 | 0.697 | 0.517 | 0.048 | 0.251 | 0.303 | 0.101 | 0.172 | 0.000 | 0.003 | 0.317 | 0.755 | 0.178 | 0.173 | 0.146 | 0.116 | 0.104 | 0.477 | 0.150 | 0.066 | 0.068 | 0.042 | 0.052 | 0.063 | 0.044 | 0.006 | 0.026 | 0.051 | 0.053 | 0.045 | 0.060 | 0.045 | 0.075 | 0.047 | 0.026 | 0.046 | 0.058 | 0.050 | 0.042 | 1.000 | 0.039 | 0.073 | 0.054 | 0.062 | 0.065 |
| town_serangoon | 0.007 | 0.047 | 0.187 | 0.214 | 0.426 | 0.029 | 0.203 | 0.095 | 0.093 | 0.073 | 0.000 | 0.000 | 0.176 | 0.437 | 0.080 | 0.040 | 0.081 | 0.064 | 0.057 | 0.265 | 0.083 | 0.036 | 0.037 | 0.023 | 0.029 | 0.034 | 0.024 | 0.000 | 0.014 | 0.028 | 0.029 | 0.025 | 0.033 | 0.025 | 0.042 | 0.026 | 0.014 | 0.025 | 0.032 | 0.027 | 0.023 | 0.039 | 1.000 | 0.040 | 0.030 | 0.034 | 0.036 |
| town_tampines | 0.000 | 0.135 | 0.299 | 0.521 | 0.683 | 0.038 | 0.107 | 0.285 | 0.059 | 0.072 | 0.000 | 0.000 | 0.565 | 0.504 | 0.126 | 0.035 | 0.150 | 0.630 | 0.106 | 0.154 | 0.154 | 0.068 | 0.069 | 0.043 | 0.054 | 0.064 | 0.045 | 0.006 | 0.027 | 0.052 | 0.054 | 0.047 | 0.061 | 0.047 | 0.077 | 0.049 | 0.027 | 0.047 | 0.059 | 0.051 | 0.043 | 0.073 | 0.040 | 1.000 | 0.055 | 0.063 | 0.067 |
| town_toa payoh | 0.007 | 0.142 | 0.328 | 0.454 | 0.316 | 0.023 | 0.123 | 0.501 | 0.060 | 0.095 | 0.000 | 0.009 | 0.419 | 0.738 | 0.201 | 0.121 | 0.372 | 0.088 | 0.079 | 0.114 | 0.114 | 0.050 | 0.051 | 0.031 | 0.040 | 0.047 | 0.033 | 0.003 | 0.020 | 0.039 | 0.040 | 0.034 | 0.045 | 0.034 | 0.057 | 0.036 | 0.020 | 0.034 | 0.044 | 0.037 | 0.031 | 0.054 | 0.030 | 0.055 | 1.000 | 0.047 | 0.049 |
| town_woodlands | 0.000 | 0.164 | 0.246 | 0.635 | 0.606 | 0.044 | 0.071 | 0.587 | 0.067 | 0.160 | 0.005 | 0.000 | 0.313 | 0.553 | 0.115 | 0.110 | 0.126 | 0.101 | 0.595 | 0.130 | 0.130 | 0.057 | 0.058 | 0.036 | 0.045 | 0.054 | 0.038 | 0.004 | 0.023 | 0.044 | 0.045 | 0.039 | 0.052 | 0.039 | 0.065 | 0.041 | 0.023 | 0.039 | 0.050 | 0.043 | 0.036 | 0.062 | 0.034 | 0.063 | 0.047 | 1.000 | 0.056 |
| town_yishun | 0.006 | 0.092 | 0.298 | 0.735 | 0.526 | 0.075 | 0.050 | 0.756 | 0.094 | 0.094 | 0.010 | 0.004 | 0.330 | 0.448 | 0.146 | 0.054 | 0.133 | 0.106 | 0.628 | 0.137 | 0.137 | 0.060 | 0.062 | 0.038 | 0.048 | 0.057 | 0.040 | 0.005 | 0.024 | 0.046 | 0.048 | 0.041 | 0.054 | 0.041 | 0.069 | 0.043 | 0.024 | 0.042 | 0.053 | 0.045 | 0.038 | 0.065 | 0.036 | 0.067 | 0.049 | 0.056 | 1.000 |
| rent_approval_date | flat_type | floor_area_sqm | lease_commence_date | latitude | longitude | monthly_rent | distance_to_nearest_existing_mrt | distance_to_nearest_planned_mrt | distance_to_nearest_school | distance_to_nearest_mall | coe_price_indicator | stock_price | town_importance | town_centrality_page_rank | flat_type_model | region_central region | region_east region | region_north region | region_north-east region | region_west region | town_ang mo kio | town_bedok | town_bishan | town_bukit batok | town_bukit merah | town_bukit panjang | town_bukit timah | town_central | town_choa chu kang | town_clementi | town_geylang | town_hougang | town_jurong east | town_jurong west | town_kallang/whampoa | town_marine parade | town_pasir ris | town_punggol | town_queenstown | town_sembawang | town_sengkang | town_serangoon | town_tampines | town_toa payoh | town_woodlands | town_yishun | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.266740 | 0.25 | 0.182320 | 0.320755 | 1.344518 | 103.738630 | 1600 | 0.271900 | 0.067848 | 0.143355 | 0.516103 | 0.177570 | 0.796443 | 0.042254 | 0.038323 | 0.342105 | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False |
| 1 | 0.532382 | 0.50 | 0.320442 | 0.226415 | 1.330186 | 103.938717 | 2250 | 0.353866 | 0.092239 | 0.277286 | 0.478196 | 0.392678 | 0.107346 | 0.133803 | 0.038414 | 0.605263 | False | True | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| 2 | 0.700329 | 0.25 | 0.182320 | 0.094340 | 1.332242 | 103.845643 | 1900 | 0.074831 | 0.391439 | 0.187977 | 0.200960 | 0.662342 | 0.000000 | 0.281690 | 0.038819 | 0.210526 | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False |
| 3 | 0.232711 | 1.00 | 0.635359 | 0.509434 | 1.370239 | 103.962894 | 2850 | 0.619229 | 0.050944 | 0.256304 | 0.172664 | 0.138380 | 0.794925 | 0.098592 | 0.038298 | 0.921053 | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False |
| 4 | 0.734358 | 0.25 | 0.187845 | 0.113208 | 1.320502 | 103.863341 | 2100 | 0.062221 | 0.297298 | 0.112373 | 0.460608 | 0.750292 | 0.089978 | 0.556338 | 0.038799 | 0.210526 | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False |
| 5 | 0.900110 | 1.00 | 0.530387 | 0.660377 | 1.387847 | 103.764249 | 2300 | 0.387964 | 0.234145 | 0.116305 | 0.152384 | 0.848278 | 0.007425 | 0.070423 | 0.038402 | 0.842105 | False | False | False | False | True | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| 6 | 0.000000 | 0.75 | 0.419890 | 0.735849 | 1.388997 | 103.875148 | 2100 | 0.836392 | 0.213621 | 0.059881 | 0.126873 | 0.031366 | 0.342892 | 0.147887 | 0.038480 | 0.657895 | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False |
| 7 | 0.566411 | 0.25 | 0.182320 | 0.226415 | 1.366048 | 103.838123 | 2300 | 0.242095 | 0.043726 | 0.386991 | 0.467300 | 0.532908 | 0.146358 | 0.049296 | 0.038558 | 0.342105 | False | False | False | True | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| 8 | 0.299671 | 0.50 | 0.276243 | 0.396226 | 1.344279 | 103.855556 | 2100 | 0.381781 | 0.285491 | 0.194938 | 0.443134 | 0.315543 | 1.000000 | 0.183099 | 0.038641 | 0.447368 | True | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| 9 | 0.098793 | 0.75 | 0.430939 | 0.698113 | 1.392832 | 103.910620 | 2100 | 0.641726 | 0.071226 | 0.126605 | 0.135380 | 0.183980 | 0.619315 | 0.091549 | 0.038327 | 0.657895 | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False |
| rent_approval_date | flat_type | floor_area_sqm | lease_commence_date | latitude | longitude | monthly_rent | distance_to_nearest_existing_mrt | distance_to_nearest_planned_mrt | distance_to_nearest_school | distance_to_nearest_mall | coe_price_indicator | stock_price | town_importance | town_centrality_page_rank | flat_type_model | region_central region | region_east region | region_north region | region_north-east region | region_west region | town_ang mo kio | town_bedok | town_bishan | town_bukit batok | town_bukit merah | town_bukit panjang | town_bukit timah | town_central | town_choa chu kang | town_clementi | town_geylang | town_hougang | town_jurong east | town_jurong west | town_kallang/whampoa | town_marine parade | town_pasir ris | town_punggol | town_queenstown | town_sembawang | town_sengkang | town_serangoon | town_tampines | town_toa payoh | town_woodlands | town_yishun | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59467 | 0.064764 | 0.75 | 0.491713 | 0.415094 | 1.343110 | 103.949560 | 2500 | 0.157887 | 0.169289 | 0.187772 | 0.166414 | 0.000000 | 0.678064 | 0.225352 | 0.038302 | 0.736842 | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False |
| 59468 | 0.165752 | 0.50 | 0.325967 | 0.830189 | 1.403778 | 103.905762 | 2800 | 0.157015 | 0.038499 | 0.060653 | 0.211811 | 0.127926 | 0.751275 | 0.091549 | 0.038327 | 0.526316 | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False |
| 59469 | 0.801317 | 0.50 | 0.320442 | 0.264151 | 1.308218 | 103.758943 | 3800 | 0.409580 | 0.029190 | 0.282076 | 0.406848 | 0.711637 | 0.020585 | 0.154930 | 0.038403 | 0.605263 | False | False | False | False | True | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| 59470 | 0.933041 | 0.75 | 0.497238 | 0.622642 | 1.401916 | 103.746188 | 4100 | 0.195290 | 0.134205 | 0.040824 | 0.189503 | 0.901462 | 0.139533 | 0.105634 | 0.038235 | 0.657895 | False | False | False | False | True | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| 59471 | 0.835346 | 0.25 | 0.187845 | 0.943396 | 1.316595 | 103.879546 | 2950 | 0.141183 | 0.232303 | 0.219846 | 0.630791 | 0.918148 | 0.053686 | 0.267606 | 0.038729 | 0.263158 | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| 59472 | 0.266740 | 0.25 | 0.182320 | 0.245283 | 1.366050 | 103.854168 | 2200 | 0.259993 | 0.108047 | 0.156020 | 0.407553 | 0.177570 | 0.796443 | 0.049296 | 0.038558 | 0.342105 | False | False | False | True | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| 59473 | 0.900110 | 0.50 | 0.270718 | 1.000000 | 1.286493 | 103.821434 | 4100 | 0.239272 | 0.221082 | 0.255186 | 0.317845 | 0.848278 | 0.007425 | 0.295775 | 0.038602 | 0.552632 | True | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| 59474 | 0.566411 | 0.75 | 0.486188 | 0.415094 | 1.355064 | 103.936507 | 2250 | 0.281660 | 0.163912 | 0.136083 | 0.188729 | 0.532908 | 0.146358 | 0.225352 | 0.038302 | 0.736842 | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False |
| 59475 | 0.801317 | 0.75 | 0.491713 | 0.207547 | 1.318974 | 103.944076 | 4700 | 0.363934 | 0.050537 | 0.086764 | 0.761790 | 0.711637 | 0.020585 | 0.133803 | 0.038414 | 0.684211 | False | True | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| 59476 | 0.835346 | 0.25 | 0.182320 | 0.245283 | 1.366980 | 103.855718 | 2850 | 0.296624 | 0.092516 | 0.249655 | 0.440345 | 0.918148 | 0.053686 | 0.049296 | 0.038558 | 0.342105 | False | False | False | True | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |